{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Latent Variable Implementation\n",
    "\n",
    "The `gp.Latent` class is a direct implementation of a GP.  It is called \"Latent\" because the underlying function values are treated as latent variables.  It has a `prior` method, and a `conditional` method.  Given a mean and covariance function, the function $f(x)$ is modeled as,\n",
    "\n",
    "$$\n",
    "f(x) \\sim \\mathcal{GP}(m(x),\\, k(x, x')) \\,.\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `.prior`\n",
    "\n",
    "With some data set of finite size, the `prior` method places a multivariate normal prior distribution on the vector of function values, $\\mathbf{f}$,\n",
    "\n",
    "$$\n",
    "\\mathbf{f} \\sim \\text{MvNormal}(\\mathbf{m}_{x},\\, \\mathbf{K}_{xx}) \\,,\n",
    "$$\n",
    "\n",
    "where the vector $\\mathbf{m}$ and the matrix $\\mathbf{K}_{xx}$ are the mean vector and covariance matrix evaluated over the inputs $x$.  Some sample code is,\n",
    "\n",
    "```python\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "\n",
    "# A one dimensional column vector of inputs.\n",
    "X = np.linspace(0, 1, 10)[:,None]\n",
    "\n",
    "with pm.Model() as latent_gp_model:\n",
    "    # Specify the covariance function.\n",
    "    cov_func = pm.gp.cov.ExpQuad(1, ls=0.1)\n",
    "    \n",
    "    # Specify the GP.  The default mean function is `Zero`.\n",
    "    gp = pm.gp.Latent(cov_func=cov_func)\n",
    "    \n",
    "    # Place a GP prior over the function f.\n",
    "    f = gp.prior(\"f\", X=X)\n",
    "```\n",
    "\n",
    "By default, PyMC3 reparameterizes the prior on `f` under the hood by rotating it with the Cholesky factor of its covariance matrix.  This helps to reduce covariances in the posterior of the transformed random variable, `v`.  The reparameterized model is,\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "  \\mathbf{v} \\sim \\text{N}(0, 1)& \\\\\n",
    "  \\mathbf{L} = \\text{Cholesky}(\\mathbf{K}_{xx})& \\\\\n",
    "  \\mathbf{f} = \\mathbf{m}_{x} + \\mathbf{Lv} \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "For more information about this reparameterization, see the section on [drawing values from a multivariate distribution](https://en.wikipedia.org/wiki/Multivariate_normal_distribution#Drawing_values_from_the_distribution).  This reparameterization can be disabled by setting the optional flag in the `prior` method, `reparameterize = False`.  The default is `True`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `.conditional`\n",
    "\n",
    "The conditional method implements the predictive distribution for function values that were not part of the original data set.  This distribution is,\n",
    "\n",
    "$$\n",
    "\\mathbf{f}_* \\mid \\mathbf{f} \\sim \\text{MvNormal} \\left(\n",
    "  \\mathbf{m}_* + \\mathbf{K}_{*x}\\mathbf{K}_{xx}^{-1} \\mathbf{f} ,\\,\n",
    "  \\mathbf{K}_{**} - \\mathbf{K}_{*x}\\mathbf{K}_{xx}^{-1}\\mathbf{K}_{x*} \\right)\n",
    "$$\n",
    "\n",
    "Using the same `gp` object we defined above, we can construct a random variable with this\n",
    "distribution by,\n",
    "\n",
    "```python\n",
    "# vector of new X points we want to predict the function at\n",
    "X_star = np.linspace(0, 2, 100)[:, None]\n",
    "\n",
    "with latent_gp_model:\n",
    "    f_star = gp.conditional(\"f_star\", X_star)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 1: Regression with Student-T distributed noise\n",
    "\n",
    "The following is an example showing how to specify a simple model with a GP prior using the `gp.Latent` class.  So we can verify that the inference we perform is correct, the data set is made using a draw from a GP.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:45:33.296658Z",
     "start_time": "2017-08-28T05:45:32.563463Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import pymc3 as pm\n",
    "import theano.tensor as tt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:45:35.398938Z",
     "start_time": "2017-08-28T05:45:33.438323Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set the seed\n",
    "np.random.seed(1)\n",
    "\n",
    "n = 100 # The number of data points\n",
    "X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n",
    "\n",
    "# Define the true covariance function and its parameters\n",
    "ℓ_true = 1.0\n",
    "η_true = 3.0\n",
    "cov_func = η_true**2 * pm.gp.cov.Matern52(1, ℓ_true)\n",
    "\n",
    "# A mean function that is zero everywhere\n",
    "mean_func = pm.gp.mean.Zero()\n",
    "\n",
    "# The latent function values are one sample from a multivariate normal\n",
    "# Note that we have to call `eval()` because PyMC3 built on top of Theano\n",
    "f_true = np.random.multivariate_normal(mean_func(X).eval(), \n",
    "                                       cov_func(X).eval() + 1e-8*np.eye(n), 1).flatten()\n",
    "\n",
    "# The observed data is the latent function plus a small amount of T distributed noise\n",
    "# The standard deviation of the noise is `sigma`, and the degrees of freedom is `nu`\n",
    "σ_true = 2.0\n",
    "ν_true = 3.0\n",
    "y = f_true + σ_true * np.random.standard_t(ν_true, size=n)\n",
    "\n",
    "## Plot the data and the unobserved latent function\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "ax.plot(X, y, 'ok', ms=3, label=\"Data\");\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"y\"); plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data above shows the observations, marked with black dots, of the unknown function $f(x)$ that has been corrupted by noise.  The true function is in blue.  \n",
    "\n",
    "### Coding the model in PyMC3\n",
    "\n",
    "Here's the model in PyMC3.  We use a $\\text{Gamma}(2, 1)$ prior over the lengthscale parameter, and weakly informative $\\text{HalfCauchy}(5)$ priors over the covariance function scale, and noise scale.  A $\\text{Gamma}(2, 0.1)$ prior is assigned to the degrees of freedom parameter of the noise.  Finally, a GP prior is placed on the unknown function.  For more information on choosing priors in Gaussian process models, check out some of [recommendations by the Stan folks](https://github.com/stan-dev/stan/wiki/Prior-Choice-Recommendations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:32.027063Z",
     "start_time": "2017-08-28T05:45:35.633110Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "Sequential sampling (1 chains in 1 job)\n",
      "NUTS: [ν, σ, f_rotated_, η, ℓ]\n",
      "  0%|          | 0/1500 [00:00<?, ?it/s]/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "100%|██████████| 1500/1500 [01:14<00:00, 20.18it/s]\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    ℓ = pm.Gamma(\"ℓ\", alpha=2, beta=1)\n",
    "    η = pm.HalfCauchy(\"η\", beta=5)\n",
    "    \n",
    "    cov = η**2 * pm.gp.cov.Matern52(1, ℓ)\n",
    "    gp = pm.gp.Latent(cov_func=cov)\n",
    "    \n",
    "    f = gp.prior(\"f\", X=X)\n",
    "    \n",
    "    σ = pm.HalfCauchy(\"σ\", beta=5)\n",
    "    ν = pm.Gamma(\"ν\", alpha=2, beta=0.1)\n",
    "    y_ = pm.StudentT(\"y\", mu=f, lam=1.0/σ, nu=ν, observed=y)\n",
    "    \n",
    "    trace = pm.sample(1000, chains=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results\n",
    "\n",
    "Below are the posteriors of the covariance function hyperparameters.  The red lines show the true values that were used to draw the function from the GP."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:33.476023Z",
     "start_time": "2017-08-28T05:49:32.029001Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lines = [\n",
    "    (\"η\",  {}, η_true), \n",
    "    (\"σ\", {}, σ_true), \n",
    "    (\"ℓ\", {}, ℓ_true),\n",
    "    (\"ν\", {}, ν_true),\n",
    "]\n",
    "pm.traceplot(trace, lines=lines, var_names=[\"η\", \"σ\", \"ℓ\", \"ν\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:34.363422Z",
     "start_time": "2017-08-28T05:49:33.477956Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the results\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "\n",
    "# plot the samples from the gp posterior with samples and shading\n",
    "from pymc3.gp.util import plot_gp_dist\n",
    "plot_gp_dist(ax, trace[\"f\"], X);\n",
    "\n",
    "# plot the data and the true latent function\n",
    "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=0.5, label=\"Observed data\");\n",
    "\n",
    "# axis labels and title\n",
    "plt.xlabel(\"X\"); plt.ylabel(\"True f(x)\"); \n",
    "plt.title(\"Posterior distribution over $f(x)$ at the observed values\"); plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see by the red shading, the posterior of the GP prior over the function does a great job of representing both the fit, and the uncertainty caused by the additive noise.  The result also doesn't over fit due to outliers from the Student-T noise model.\n",
    "\n",
    "### Using `.conditional`\n",
    "\n",
    "Next, we extend the model by adding the conditional distribution so we can predict at new $x$ locations.  Lets see how the extrapolation looks out to higher $x$.  To do this, we extend our `model` with the `conditional` distribution of the GP.  Then, we can sample from it using the `trace` and the `sample_posterior_predictive` function.  This is similar to how Stan uses its `generated quantities {...}` blocks.  We could have included `gp.conditional` in the model *before* we did the NUTS sampling, but it is more efficient to separate these steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:49.545718Z",
     "start_time": "2017-08-28T05:49:34.365046Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:18<00:00, 55.53it/s]\n"
     ]
    }
   ],
   "source": [
    "# 200 new values from x=0 to x=15\n",
    "n_new = 200\n",
    "X_new = np.linspace(0, 15, n_new)[:,None]\n",
    "\n",
    "# add the GP conditional to the model, given the new X values\n",
    "with model:\n",
    "    f_pred = gp.conditional(\"f_pred\", X_new)\n",
    "\n",
    "# Sample from the GP conditional distribution\n",
    "with model:\n",
    "    pred_samples = pm.sample_posterior_predictive(trace, vars=[f_pred], samples=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:50.752661Z",
     "start_time": "2017-08-28T05:49:49.555973Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the results\n",
    "\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "plot_gp_dist(ax, pred_samples[\"f_pred\"], X_new);\n",
    "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=0.5, label=\"Observed data\");\n",
    "plt.xlabel(\"X\"); plt.ylabel(\"True f(x)\");\n",
    "plt.title(\"Conditional distribution of f_*, given f\"); plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example 2: Classification\n",
    "\n",
    "First we use a GP to generate some data that follows a Bernoulli distribution, where $p$, the probability of a one instead of a zero is a function of $x$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:52.127506Z",
     "start_time": "2017-08-28T05:49:50.754522Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.random.seed(1)\n",
    "\n",
    "# number of data points\n",
    "n = 200\n",
    "\n",
    "# x locations\n",
    "x = np.linspace(0, 1.5, n)\n",
    "\n",
    "# true covariance\n",
    "ℓ_true = 0.1\n",
    "η_true = 1.0\n",
    "cov_func = η_true**2 * pm.gp.cov.ExpQuad(1, ℓ_true)\n",
    "K = cov_func(x[:,None]).eval()\n",
    "\n",
    "# zero mean function\n",
    "mean = np.zeros(n)\n",
    "\n",
    "# sample from the gp prior\n",
    "f_true = np.random.multivariate_normal(mean, K + 1e-6 * np.eye(n), 1).flatten()\n",
    "\n",
    "# link function\n",
    "def invlogit(x, eps=sys.float_info.epsilon):\n",
    "    return (1.0 + 2.0 * eps) / (1.0 + np.exp(-x)) + eps\n",
    "\n",
    "y = pm.Bernoulli.dist(p=invlogit(f_true)).random()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:49:52.453288Z",
     "start_time": "2017-08-28T05:49:52.130511Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/fzoV/jPHnirOK4TcQvjDZFi0De4dCMmJkbkPIlLa4QI7Kl1SmgXQrBbc2h8uOenY1+bpreDWU+yo3cMzYE/xaPa/vofDhXDXaUqqpfr4aKX9zAJ7VrVjhr/xRBsN1otU0qpdcNHbpZPpQa1h8tVwc7+yk2mv+ulw3xnwxVWl35BeWmCT9PzC8MQtIuUrLIKbPyudTPdvDp9cCaNPLv+LrjFwaRf4cgyc2dq9/Om58MB0KHLK/j2RWOMt99Do9LGUUItUwqJtcPHbsH6v3TfYUeWXLoRWdSt3XW3rwweX2dKQEl+thbum2tPOIhI5j39r66ZLXNUVXr0YTkgP7PczasCzI+Gcdu5lLy+wpSMisW71bluiCLZD1YWd/I0nGimhFgnQuj1w7QewL9fupyfBMyPhht5VP61bMwX+OwJ+neleNmEZ/GN28PGKSGDeXGwnFZa4oTc8OgRSKll+lZoET42A8zu6lz01B2asC02cIn55zzM6PbhN4F8044kSapEA7MiBaz5w2wXVSYW3fwbntA/+uo2xddWjT3Yv+/f38Mai4K9bRCo2Kxvu/crdH9rO1j5XVXIi/GsYDGxl9x3gti9g+8GgwhTxjePAxBXuvso9yqaEWuQ4cvLh+g9hbXGZR2oivHA+dG8cutswBh45y9Zil7h/GizaGrrbEJHScvLhD1+4q751aWiT4WBbgSUmwD/PgYY17P72HPj9F6qnlti0bAds2Ge3a6eoLWR5lFCLVMBx4I4pblusBAP/Phf6Ng/9bSUn2tPFXYt7UucXwW8n2VXaRCT0/m82bNxvt+un2S/KNVNCc90Na9qkuqQa7Ov18Ny80Fy3SCR9sdrdPquNLW2SYymhFqnAywtLz/p/cJDtMR0uNVPgqXNt72qAn/bYTgEiElqLt8ELngT33oHQtHZob2Ng69LzI/45G7YcCO1tiITb556EOpyff7FOCbVIOX7YDA9/7e5f2RXGdA//7bauZ1dbKzFhqe3/KSKhUVhku+kUFpdgnNoifHWht/WHTsXtMXPybTcRkVixfi8s3WG3UxJLt4aU0pRQi5Rh1yH4zae27AJsGcYDZ0bu9i/pDBd52hLd/aWdGCkiwXtlISzcZrdTE+GRweFbgCU5sfR7x/vLIWtTeG5LJNS85R6ntYTax1lnIZ4poRY5iuPAnVNhU/Gp2bqptrVdWoTrxh4+C1rWsdv7cuGvGtkSCdr+XHjyO3f/N32hXf3w3uZpLUv3m/+zFnyRGPGFpze7yj0qpoRa5CjvryhdM/bPcyq/aEso1E6FhzylH28vdRvri0jVPD/PXSK8ZR0Y2ycyt3vPQDsaDnaBqLeXROZ2RapqZw7MKT6bYoCz2/oaTtRTQi3iseUAPDDN3b+6GwxpV+7hYXdWG9sXt8R9X9n6TxGpvN2H4FnPRMTb+keuY8HRyfu/voO8wsjctkhVTPnJPZPSp6ntXCPlU0ItUsxx4E9T3JUQW9aBu0/3NyaA+88oPbL1lka2RKrkf3PhQHEbyvb1S89TiISbMqFB8Qpzmw6UXixDJNp466dDsYhZdaeEWqTYW0tgevESwQZ4YmjoetIGo1Vd+0Fc4m8z3aRfRAKz7SC8tMDd/8OA4Bdwqaz0ZLi+l7v/3yzVUkt0yi2Abza4++f4eKY2ViihFsF20Hj0G3f/+l7Qv4V/8RztpkxoUdwjd/dhWwcqIoF7KgsOF9jtLg1LTxKMpDHd7WpzAKt3lx4FFIkWWZvd10ubutA2zBN3qwMl1CLYZHqvp9Tj9gH+xnO0tCQ7olbCO7FKRCq25zC8udjd/+MAu+qpH+qk2rkZJZ7KsuVmItHkm/Xu9umt/Isjliihlrg3cwO8u8zdf/gse2o22lzYydZ9AuzPg2fm+huPSKwYv9gzOt0ABrfxNRyu7+XOi1iwFb7dUPHxIpE2w5NQn6HFXAKihFriWm4B3PuVu39eBxjUxrdwKpSYYLsSlHhxgW1rJCLlKyiClz2109f1DN8iLoFqVBMu7eLu/09fjiWK7DoEi4sXPko0MCCKyh+jmRJqiWtP/2DrGAFqpcADZ/gbz/Gc1wFO8ixj/F99EItU6PPV7iJNGelwQYQ7e5TnV33cspMZ6+Gn3f7GI1Li2w1QUoXUo4ktU5LjU0ItcWvtHvjP9+7+HwdA41r+xROIBFN6lPqVBbD9oH/xiES7F+e721d2i/yKp+VpVbd06clri3wLRaQUb7nHwJb+xRFrlFBLXHIcu0hKbvHCCt0awTXd/Y0pUMPaQ9dGdju3sHQrMBFxLdrmrvSWlABjulV8fKRd7XnPeWeZW+ct4hfHKT0hcaDqpwOmhFri0ic/wtfFbxoGeHRw5HvSVpUx8GtPX+pXFsLBPP/iEYlW3tHp8zpE3xmoM1tDizp2e89h+74k4qef9sDG/Xa7Vgr0bOxvPLEkRlIIkdDZlwt/+drdv6YHdI+xN43h7aF1Xbu9LxfGa/VEkVL2HoaPV7r71/f0L5byJBi4qqu7r7IP8Zu33GNAC0hO9C+WWKOEWuLOE7PsqmkADWvY2ulYk5gAN/R295+fB/mF/sUjEm0mrnBLuro2gp5N/I2nPJedDMnFn8Q/bIal2/2NR+Kb+k9XnRJqiSvzt9iJfCUeODN2ZzBf2sV2LQB7iu5jnS4WOeKtpe726C7lH+e3BjVKr9r42kL/YpH4VlgEs7Ld/YFKqCslrAm1MWa4MWaFMWaVMebOco65zBiz1BizxBjzRjjjkfiWXwh3TXXbAZ3ZGkZ28DWkoKQlwc97uPvPzNWKayIAS7a7fXRTE+2iSNHMOzlx4kpNThR/LN9pFw0DaFwT2tXzN55YE7aE2hiTCIwDzgW6AFcYY7ocdUwH4C7gNMdxTgZuDVc8Ii/Mh6U77HZakl0R0e8FHoJ1TXdIL24DtnRH6dN1IvFqgmd0elh7qJvmXyyB6NcM2hYnLwfyYMoaf+OR+PT9Rne7X/PY/3yMtHCOUPcDVjmOs8ZxnDxgPHDhUcfcAIxzHGc3gOM428IYj8SxDfvgn7Pd/dtOsX1gY1399NIrrr0wv/xjReJBbgG8v9zdH32yf7EEyhi4+CR33xu/SKSUtJgE6NvMvzhiVTgT6ubABs9+dvFlXh2BjsaYb40xs40xw8MYj8Qpx4F7v4RDxadROzeAX/TyN6ZQ8nYv+HItrNGKaxLHpvxkW9ABtKgNp8bIwhQXecpSpq2zyz+LRIrjKKEOVjgT6rJOFhxd4ZkEdAAGAVcAzxljjqnaMcbcaIzJMsZkbd+uKdBSOZ/8aD+gwD4pHxtSvVoBta0PQ9q6+xqllnj2lqeF5KVd3OW9o13retC7qd0uKCrd8k8k3Nbvdbtf1UmBThn+xhOLwplQZwPesYEWwKYyjpnoOE6+4zg/ASuwCXYpjuM84zhOpuM4mQ0bNgxbwFL97M2FP09398d0h15R2j4rGN4R93eW2h68IvFm20G3j64BRkVxd4+yXOwZpX5/hX9xSPzxjk73bho7C51Fk3A+ZHOADsaYtsaYFOBy4MOjjvkAOAvAGNMAWwKi6RgSMn/7Frbn2O3GNeFPp/obT7ic2gJOKh5ROFQAb2qhF4lDn66CouLzoKc0h5Z1/I2nss7vaJdIB9uTeu0ef+OR+PG9J6Hud3RxrgQkbAm14zgFwM3A58Ay4G3HcZYYYx40xlxQfNjnwE5jzFLgK+B2x3F2hismiS9Zm0qvPPaXQVA7RntOH48xcL1nlPrl+fa0sUg8+cgzqnt+R//iqKr66XBWG3f/A01OlAiZ4+nwofrpqgnroL7jOJ86jtPRcZz2juM8UnzZ/Y7jfFi87TiO83vHcbo4jtPNcZzx4YxH4sfhArhjqrt/dlu7XHd1dmEnd6GXTQfg89X+xiMSSRv3QdZmu51oSi+WEkuO7vah3vISbjtyYE3x2ZCUROje2N94YpWqZKRaevxbWLXLbtdIhgcHVf+emmlJcGU3d18rrkk88a4UenoryKjhXyzBGNIWaqXY7bV7YbHm4UuYeeunezS2nyVSeUqopdqZsQ5e9HS6uP8MaB5jtZRVdWVXt6vBzGxYrRZ6Eic+8nTFiMVyjxJpSTC0nbv/ibp9SJipXV5o6HuIVCt7DsMfJrv7Z7eFy2NgYYdQaVbb3ucviqf2vr4Q7j/T35hEwu2n3bCoeFmwlEQ4J8bLu87v4C7u8vGPcMdp1f8MW3WTn59PdnY2hw9Hf8ulM2vAgP52u0ENWLbM33j8kpaWRosWLUhOTq7S7yuhlmrDceDuL2FrcS/NjHR4fEj8fRCN6e4m1BOWwe2nQnrV3h9EYsJHnnKPQa2hboxPPj69le0FvC/PrvK6aJvqWmNNdnY2tWvXpk2bNpgo/hAqLIKC7e4iIV0aup1m4onjOOzcuZPs7Gzatm17/F8oQxw+bFJdvbTALuJS4vEh0LCmf/H45fRW0Lp4WfV9ufChThlLNVddyj1KpCaVHmX/SK/hmHP48GEyMjKiOpkGyMl3k+m0pPhMpgGMMWRkZAR1RiFOHzqpbrI2wcMz3P2rusb+ad+qSjBwlSYnSpz4cResLG62mpYEZ7er+PhYMdLzxeCTH9XtIxZFezINcDDf3a4Z52cyg/17KaGWmLf9IPz6U7fvcvdG8ECc1w1f1gVSi5dXX7gNFmzxNx6RcJm0yt0+q43t6lMdnNbSLV3ZuB/mb/U3HqmecrwJdYp/cVQHSqglph3Kh5s+deum66XBf8+zp0zjWf300iNcry4q/1iRWDbJ02+9OvWaT0mEYSr7kCrauXMnPXv2pGfPnjRp0oTmzZsf2c/LywPsqqLehDqcX0Z37drF//73v/DdQBRQQi0xK7cAbvzYbfljgP83HFrESYu847naU/bx4QrYG/2TzUUqZcM+WFzc3SM5AQZXbS5R1PLWg3/6o7ususjxZGRkMH/+fObPn8/YsWO57bbbjuynpNih6EP5DgWF9tRuSqL9F4yCgoJyf6aEWiRK5RfCzZ/B1+vdy+4eCGe29i+maNOrCZzc0G7nFsKEpf7GIxJqn3vKPU5vBXVivLvH0Qa0gPppdnvzAVigsg8J0qpVq+jatStjx46lf9/ebNm4gdM71jtSPz1+/Hh++ctfArB161YuueQSMjMz6devH7Nnzz7m+p577jkuv/xyRo4cybnnnsu+ffsYPHgwvXv3pnv37nz88ccA3HnnnaxYsYKePXty5513AvD444/Tr18/unfvzoMPPhiZByCM4vzEuMSi3AK49XO3NRzAbafAjb39iykaGWNb6N1ZvAT764vgF73ir42gVF/VtdyjRHKiXeTl7eIvw5NW2S/KElta/yt8173ulsr/ztKlS3nxxRe58/H/seugHVUuq9zjd7/7HX/605/o378/a9euZeTIkSxevPiY42bNmsX8+fOpX78++fn5TJw4kdq1a7Nt2zZOO+00Ro4cyeOPP86qVauYP9+uuvbpp5+yfv16vvvuOxzHYcSIEcycOZNTTz218ncoSiihlpiy97At85i90b3sV33gllP8iymaXdgJHpkB+/NgzR74doMdyROJddsO2u4+YDvbDK0m3T2ONvzE0gn1nVrkRYLUvn17MjP7snSHe1lZExKnTJnCihUrjuzv3r2bQ4cOkZ6eXuq4c845h/r16wO2n/Mdd9zBN998Q0JCAhs2bGDHjh0c7YsvvuCzzz6jV69eABw4cICVK1cqoRaJhI374OcTbZusEtf3hLv0AVOuGskwqrPt0Q3w6kIl1FI9TF7j9s/t1xwyavgaTtic1hJqpcCBPFi7F1bshJMa+B2VxLKaNWuSW2gXdUlISMBxnCNdobx9mB3H4fvvvz9Sc13R9ZV45ZVX2Lt3Lz/88ANJSUm0aNGizN7OjuNw77338otf/CI0dyoKKKEWAPIKYc1uWLULdhyyI8F7D0NSItRIsivt1U+zC6U0qAGt6kZuNbIiB95cDH/9FvbmupffdZodnVYyXbGrurkJ9eQ1sOUANKnlb0wiwfrMUz997on+xRFuaUkwuI27QNOkVUqoY01VyjLCraT/dEJCAnXr1WfVqh9p374977//Pg0b2sk3Z599NuPGjeO2224DYP78+fTs2bPC6927dy+NGjUiKSmJyZMns3GjPZ2m2xOdAAAgAElEQVRcu3Zt9u/ff+S4YcOG8fDDD3P55ZdTs2ZNsrOzSUtLo0GD2H1yK6GOU4cLYHY2TFtn/1+1C/KLKncdzWtDpwzo2sjW9fVuatvWhdL8LfDAtNI9WJMT4ImhcNFJob2t6qpjBvRvYf/OhcVfTm7r73dUIlW39zDMynb3h1XTco8Sw0/0JNSr4Va9fiVIOXnu9gMP/ZXhw4fTqlUrunTpQm6uHbkaN24cN910Ey+++CIFBQWcddZZjBs3rsLrHTNmDOeffz6ZmZn07t2bDh06ANC4cWMyMzPp1q0b5513Ho8//jjLly+nf3/7ZK5duzZvvPFGTCfUxomx5ZcyMzOdrKwsv8OISY4DczfDKwvtKEduYehvo1VdaFcP2p8AJ2VA32bQpl7lR5G/2wjj5sD0dcde/xND4ZTmoYs5Hny8En7zmd1uXBO+vc5OeBKJRR8sh1s+t9s9G8PEy/2NJ9wO5kGvZ9z37Ok/t++rEr2WLVtG586d/Q6jXMt32DPTACeeUH0WRApWWX83Y8xcx3Eyj/e7GqGOA4fyYeIKm0gv2V7+cS3q2CS4SS070lwn1W38fjAfdh2CHTl2EZW1e9wXo9f6vfbfNE8i3LCGHcHucIJ94basAzVSID3JjphuO2ivc/0eWLYDlu6w1+GVkgg39YFf97WnQKVyzmlv/w7bi/9+U36q3qfJpXqb8pO7XV0nI3rVTIEzWtuSLbADImOP+/EuUra8QvfzO8HoMzVU9DBWY9n74OUF8NaS0rXHJdrXh0FtYFBrm/DWrkRNdH4h/LQHlm635Rg/bLbJekEZZSPbc2yLO2+bu0AlGDivA/yhP7StX/nfFyslES7vCv/+3u6/ulAJtcSmvEKYttbdj4eEGmxbwCMJ9Wol1FJ13tUR05Pt56wE77gJtTHmZuB1x3F2RyAeCYEtB2zi9NaSY+ui05JsK7Vrutva56pKTrS1uR0z3FrmwwWwbg+sKp7cOH8LZG2GfWUk88eTkggXn2RHpZVIh8aVXW0ZTZFj2+et2Q3t9NhKjPl+o20DCfZsV8cMf+OJlLPbQVKCHbSYtwU274emtf2OSmLRQU/9dE2VeoRMICPUTYA5xpgfgBeAz51YK7yOE3tzbSL9yoJj66Nb1bWLfFzWJfQTB0ukJUGnBvZfiSIHftxpyzhW7bIt77bn2DKUQ8XfkhvVhMa1bKnJSRl2BvuJJ+g0VKg1qw1D2rqjXK8tgvvP8Dcmkcrynuka2i5+uvzUS7MrJ84oXh328zVwbQ9/Y5LYdNAzQq2EOnSOm7I4jnOvMeY+4BzgOuA/xpi3gecdx1ld8W9LJBQU2c4N/zfb1jl79W0GN2XCWW38Oa2TYI5NssU/Y7q7CfWEpXD7AHvKTyQWOA5M8STUZ8dJuUeJ4e3dhHrSKiXUUnkFRfZsMoBBkxFDKSGQg4pHpLcU/ysA6gPvGGP+FsbYJABZm2Dkm3DvV6WT6R6N4dWLYMLP7KikaqQEYGAraF3Xbu/LdVtxicSCZTtgY3Er2zqp0K+Zv/FE2tD2NgkC2wnp6AEUkePx1k+nJUFiQFmgBOK4D6Ux5nfGmLnA34BvgW6O49wE9AFGhTk+KcfuQ3DHFBg1wX7IlGhRG8adCxNH21nh8XI6VAKTYOxCLyVeXmBH/URiwWTP6PRZbeKv9WPjmtCnqd0ucuALnSOWCmRnZ3PhhRfSoUMH2rdvzy233MLu4gLqieNf4tG7bvY5wmPVqnX8Vcf+/Oc/88QTT1R4zAcffMDSpUtDFVZAAvlu0gC4xHGcYY7jTHAcJx/AcZwiYGRYo5MyfbYKhrwK45e4l6UnwR8HwNRrYGRHJdJSvtEnu/XpS7bbiaMisWDyUfXT8Wi4pzvPJCXUUg7Hcbjkkku46KKL+PHHH1m5ciUHDhzg4QfuOXJMcohHpwsKCkJ7hUGIyoTacZz7HcdZV87PloU+JCnPnsPwu0kw9hPY6TnVd047mDIGfttPE/nk+OqlwUWd3P2X5vsXi0igNu+HRdvsdlICnNna33j8Mqy9u/3thqp1UZLoNGvWLB577DFmzZoV9HV9+eWXpKWlcd111wGQmJjIP/7vn0x4/QUO5eQAsHnTBoYPH06nTp34y1/+AsDBgwc577zz6NGjB127duWtt94CYO7cuZx55pn06dOHYcOGsXmzHYkZNGgQd999N2eeeSaPPPIIbdq0oajIthfLycmhZcuW5Ofns3r1aoYPH06fPn0YOHAgy5cvB+Cnn35iwIAB9O3bl/vuu6/c+/PII4/QqVMnzj77bFasWHHk8meffZa+ffvSo0cPRo0aRU5ODjNnzuTDDz/k9ttvp2fPnqxevbrM40JN1TMxYupPMPQ1u0BLiSa14NmR8Oz5dlEWkUB5JzN9tsq2WhSJZlM9i7n0b25rqONRq7puy9O8Qvhqra/hSIjMmjWLIUOGcN999zFkyJCgk+olS5bQp0+fUpclp9ehSfNWbFi7iqQEyJrzPa+//jrz589nwoQJZGVlMWnSJJo1a8aCBQtYvHgxw4cPJz8/n9/+9re88847zJ07l+uvv5577nFHuvfs2cP06dN54IEH6NGjB9OnTwfgo48+YtiwYSQnJ3PjjTfy73//m7lz5/LEE0/w61//GoBbbrmFm266iTlz5tCkSZMy78vcuXMZP3488+bN47333mPOnDlHfnbJJZcwZ84cFixYQOfOnXn++ec59dRTueCCC/j73//O/Pnzad++fZnHhZoS6ii3LxdunwzXf2hXFCwxqjN8cbVdAU+ksjo3tEkJ2NUqX1vkbzwixzM5jrt7HG24531/0ir/4pDQmTZtGnl5eRQWFpKXl8e0adOCuj7HcTBH1X4ezAeKL09NgqFDh5KRkUF6ejqXXHIJ33zzDd26dWPKlCnccccdzJgxg7p167JixQoWL17M0KFD6dmzJw8//DDZ2dlHrnf06NGltktGtcePH8/o0aM5cOAAM2fO5NJLL6Vnz5786le/OjLC/e2333LFFVcAMGbMmDLvy4wZM7j44oupUaMGderU4YILLjjys8WLFzNw4EC6devG66+/zpIlS8q8jkCPC4YKBKLYN+ttMr3JM3rYsAY8NiR+6wcldH7eA2ZvtNtvLILf9oVUvSNIFDqYBzPdz++4f/8bfiI8UTyA+dVa2wZN5X6xbdCgQaSkpJCXl0dKSgqDBg0K6vpOPvlk3n333VKXbdmxjy2bNtCidXs2r5x7TMJtjKFjx47MnTuXTz/9lLvuuotzzjmHiy++mJNPPrncUfOaNWse2b7gggu466672LVrF3PnzmXw4MEcPHiQevXqMX9+2fWFR8dRmWOuvfZaPvjgA3r06MFLL71U7heRQI8Lhkaoo9DBPLjnS7jq/dLJ9Pkd7ah0vH+YSGic0x6aFU+o3nkIPlILPYlS09fZ8gaALg1U4tbhBGhfvMrpoQL4usxZThJLBgwYwNSpU3nooYeYOnUqAwYMCOr6hgwZQk5ODq+88goABQWFPHjPH7jgsmtJr1GD1ESYPHkyu3bt4tChQ3zwwQecdtppbNq0iRo1anD11Vfzxz/+kR9++IFOnTqxffv2Iwl1fn5+uSO8tWrVol+/ftxyyy2MHDmSxMRE6tSpQ9u2bZkwYQJgR88XLFgAwGmnncb48eMBeP3118u8zjPOOIP333+fQ4cOsX//fj766KMjP9u/fz9NmzYlPz+/1O/Xrl2b/fv3H/e4UFJCHWW+3wjD3yh9Cr5+mm2F959z4YR0/2KT6iUpwS70UuK5eWqhJ9Fpiqd+Ot7LPUp4u318prKPamHAgAHcddddQSfTYEd033//fSZMmECHDh3o2Kkjyalp/O7uR0lKsO//p59+OmPGjKFnz56MGjWKzMxMFi1aRL9+/ejZsyePPPII9957LykpKbzzzjvccccd9OjRg549ezJz5sxyb3v06NG89tprpUpBXn/9dZ5//nl69OjBySefzMSJEwH417/+xbhx4+jbty979+4t8/p69+7N6NGjj8Q5cODAIz976KGHOOWUUxg6dCgnnXTSkcsvv/xy/v73v9OrVy9Wr15d7nGhZGJtFfHMzEwnKyvL7zBC7nAB/G0mvDAPvH+Rc9rBo4OhYc1yf1WkyvYchgEvuM3+X73I9i8XiRYFRZD5LOw+bPc/uhy6N/Y3pmiwaCuMtAN71EmFuTdASpz15Y5my5Yto3Pnzn6HccSOHNhUPGBbN81d4EtKK+vvZoyZ6zhO5vF+VyPUUWDeFhjxBjzvSabrpMA/z4FnRiqZlvCpl2b7Upd45gf/YhEpyw+b3WS6cU23w0W869oImte22/tyYXZ2xcdLfPOukFhTy42HhRJqH+UWwF+/hUvehtW73cvPbA2Tx8AlnbVAi4Tf9T3dpelnrLeLvYhEiy+83T3aus/VeGeMun1IYBzHzs0qoYQ6PJRQ+2TRNjh/PDyVZZeQBfskf3wIvHyh7TEtEgmt6sIITz3msxqllijhODDZsxqg6qdLO9fzuv1iDRQW+ReLHCtaSmrzCiG/+LmRYNQRpjzB/r2UUEdYfiE8ORsuegtW7HQvH9ACPr8aruiqUWmJvF95+v9/tNKttRPx0+rdsLZ4nlKNZDi1pb/xRJveTW0rVYDtObY8RqJDWloaO3fujIqk+uhyD+UYx3Ich507d5KWllbl69D3lAhauRNu+wIWb3MvS0+Cu0633RZ0KlP80r2xXehl9kY7Cey5eXD/GX5HJfHuC8/o9MBWGlk7WmKCnbj++mK7/9kq6Nvc35jEatGiBdnZ2Wzf7n8N3e7DbsnHoVQ4vMXfeKJVWloaLVq0qPLv6+0pAgqL4Nl58I9Zbi9VgMym8I9zoE09/2ITKXFjH3ehlzcX24Ve6qtNo/jIWz89XKvClmn4iW5CPWk13HeGRiCjQXJyMm3btvU7DAAGv+LO03prFHSues4oFVDJR5it2wOj34XHvnGT6dREuPt0ePtnSqYlegxuA50b2O2cfHhpga/hSJzbetB2QAJINDA4OnKTqNO/hW2bB7BxPyzc6m88El125rjJdHIC9GzibzzVWVgTamPMcGPMCmPMKmPMnRUc9zNjjGOMOW6fv1jhOPDqQhj2OszZ5F7erRF8fIWtWU3U1xmJIsbArz2vwBfnw4G88o8XCacpntHpfs1ti0c5VkqiLfso8dGP/sUi0SfLU1ffrbHKpsIpbCmdMSYRGAecC3QBrjDGdCnjuNrA74DvwhVLpG3eD9d8APd+ZZeFBbsq0W2nwPuXQccMf+MTKc+IDm7D/7258MZif+OR+PW5p356mMo9KjSyo7v9yUq3c5TI9xvd7X7N/IsjHoRzjLQfsMpxnDWO4+QB44ELyzjuIeBvwOEwxhIRjgPvLYdzXoOv17uXdzgBPrgMbu0PyVrJSqJYUgLc5BmlfvYHu4qnSCTtz4VZnoVKhqpdXoVOb+mO4G86AHPV7UOKZXnOkCuhDq9wJtTNgQ2e/eziy44wxvQCWjqO83EY44iIHTkw9hO47XPYV3ya3AA39rYlHt20VK7EiEtOsivSAWw7CO8s9TceiT/T17lzTro0hBZ1/I0n2iUnlu5J/dFK/2KR6JGTD4s9TUb6KKEOq3Am1GXNMz5yIsoYkwD8E/jDca/ImBuNMVnGmKxoaEHj5Tjw1hI7i3aS5xRlq7p20uE9A1WzJLElNQlu6O3u/2eORqklskqVe2h0OiDne8o+Pv1Ri7yI7UteUPw86JiheQjhFs6EOhvwtuFvAXhOPlAb6ApMM8asBfoDH5Y1MdFxnGccx8l0HCezYcOGYQy5clbvhsvfhT9NsfWmJa7qCpOutBNpRGLRVd3cBSM2H4A3Fvkbj8SPvEKYttbdH6r66YD0b156kZfZGys+Xqq/mZ6yqf7KR8IunAn1HKCDMaatMSYFuBz4sOSHjuPsdRyngeM4bRzHaQPMBi5wHCcrjDGFRG4B/Os7GP566TetlnXg1Yvg0SFQM8W/+ESCVSMZftPX3f/PHHdhAJFw+i7bLZtrURu6NPA3nliRmGAnFZdQ2YfM9iTUA9R7OuzCllA7jlMA3Ax8DiwD3nYcZ4kx5kFjzAXhut1wm7kBzn0D/m+2W+OXaGBsH5h8NZzR2t/4RELlyq7QvLbd3nkIXpjvbzwSHz73tMs7p70WKakMb9nHZ6sgv7D8Y6V6O5gHCzw9yfsroQ67sFb3Oo7zKfDpUZfdX86xg8IZS7DW7LaLs3hX7gLo0RgeGwInR08likhIpCbBLafYkiaAZ+bCmO6qw5PwcRyY7HmPVXePyunTFJrWsmVaew7D1+tgiB7DuDTXUz99UgacoFVvw05LixzHnsPw4HQY+lrpZLpmMvz5TNtXWsm0VFejOkO74tU89+XBf6O+IEti2aJtsOWA3a6bqnkolZVg4IJO7v57y/2LRfzlbTup0enIUEJ9HIu3wfPz3W96YNuKTR0D1/XUaodSvSUlwB8GuPvPz4OfdvsXj1Rv3u4eZ7ezzz+pnFEnuduT18DemF/hQapiluqnI05vV8dxeisY3MZu92sGH10O/xwGTWv7GpZIxIzoAL2b2u38IvjzdHtqXiTUVO4RvE4NoGsju51bCJ9oKfK4cyAPFhbXTxvgFJ3piQgl1AG4ZyD8d4TtK91dC7RInEkw8OAgt7H8tHUw9ScfA5Jqae0eWLHTbqcmwpma4F1l3lHqd5f5F4f4I2sTFBYPenRuAPVVPx0RSqgDcOIJdpROs80lXnVrZLt+lPjL11rsRULLO0dlYCvbulGq5oJObrlM1mb7ZUXih+qn/aGEWkQCcvupboeP9Xvh6bn+xiPVy2RP/bTKPYLToAYM8ozwv6dR6rii/tP+UEItIgGpnw5/9ExQHDdHExQlNHbk2JFUsKVFZyuhDtqozu72u8uhSPMe4sL+XNstB1Q/HWlKqEUkYFd2he6eCU93fakJihK8yWvchC+zmR1hleAMaQt1Uu129j74TkuRx4XvNnrqpxtCXa0bEDFKqEUkYIkJdiGjxOL5BLOyNelJgvexZ5ns4e39i6M6SU2CCz09qd9Y5F8sEjnT17nbA1v5F0c8UkItIpXStRFc38vdf3gG7DrkXzwS23bmwExPzed5HfyLpbrxTiT+bBVsP+hfLBIZ3oR6kDrlRJQSahGptN/3hxbFvdh3H4a/TPc3Holdn63ylHs0VY//UOrSsHQP+QlL/Y1HwmvtHli3127XSLblUxI5SqhFpNJqJMNDZ7n7H6zQAhJSNR97njcjO/oXR3U1ppu7/fpiKCwq/1iJbdM8o9OntYSURP9iiUdKqEWkSga3hUs8C0jc/SVsPeBfPBJ7th10J8sZYMSJvoZTLY3o4La7zN5XuiRAqpfpa91tLYwUeUqoRaTK/jIImhefot9zGG6foq4fEjhvuccpzaFxLX/jqY7SkuDSLu7+65qcWC0dLii9oIsS6shTQi0iVVYnFf5xjrss+fR18MpCX0OSGOItE9JkxPC5yjM58cu1dqRaqpesTXCoePXadvWgVV1/44lHSqhFJCgDWsAve7v7D8+AuZv9i0diw9YD8H1xuUeCgXNV7hE2bevD6S3tdpEDL8z3Nx4JPW/99JltfAsjrimhFpGg/XEAdGlgt/MK4VcfwxbVU0sFPloJJdVB/ZtDw5q+hlPteVtdvrkYdqvVZbXirY1XuYc/lFCLSNDSkuDpkVC/ePLT9hybVB8u8DcuiV7eBYEu6FT+cRIag9tA5+IvvTn58NICX8ORENq0H1butNupifYLqkSeEmoRCYlWdWHcCHcVxflb4R4tTS5lWLodlu6w26mJqp+OBGPgpkx3/8X5cCDPv3gkdKascbf7NYf0ZP9iiWdKqEUkZE5rCfed4e6/s8x+cIt4eUenh7W3k1sl/M7r4E5W25sLbyz2Nx4JjUmr3e2h7fyLI94poRaRkLq2R+k2XQ/PgG/W+xePRJeCIpi4wt0f1dm/WOJNUgKM7ePuP/cD5KosK6btPgSzPe3yhrf3L5Z4p4RaRELKGHjkLOjVxO4XOvCbz2D9Xn/jkugwfZ2tsQdoVBNOb+VvPPFmVGdoWMNubz0I45f4G48E54s19j0W7DLz6uXuHyXUIhJyqUnw9Hk2YQK76Mt1H8LOHH/jEv95yz0u6mRHTSVy0pLgRs8o9ZPfwb5c/+KR4Hy2yt1W60l/6a1MRMKicS2bVKck2v1Vu2DMB7Z2U+LT3sOlJ1D9TOUevrimu7vC6a5D8L8sf+ORqtmXW7qcTuUe/lJCLSJh07sp/GOou5Liku3w8w/UXSBefbgScgvtdtdG0KmBv/HEq7QkuP1Ud/+5ebBRqyfGnC9/gvwiu31yQ62O6Dcl1CISVhd0gr+e7e7P2wK/+BAO5fsXk0Se48Abi9x9jU7768JO0K2R3c4thCdm+RuPVJ7KPaKLEmoRCbvRJ8ODg9z92Rvhxo/VYSCezNvi9p5OS4JLTvI3nniXYOCege7+e8th4Vb/4pHKyckvvdy4Emr/KaEWkYj4eQ+4+3R3/+v1tvtHfqF/MUnkeEenz+8IddP8i0WsAS1K9y2+60vb1lCi31dr3ZVoO5wAJ57gaziCEmoRiaBf9YHf93f3J6+BWz6HPCXV1drew7Z+usRV3fyLRUq753S7WiXA4m3wghZiigkTlrrbIzQ6HRWUUItIRP2uX+nFJT750dZUH9RExWrr3WXuZMQuDaFnY3/jEVfb+nDLKe7+P2apZ3y023rA9nMv8bMu5R8rkaOEWkQiyhi48zS4rqd72dfr4Yr31Ke6OnIceM1T7nF1N/sckOhxY2/oXNxx5XAB3P2l/btJdHp3GRQV/336t1B3j2ihhFpEIs4YeOAMuM0zMrZgK/xsAmSrfVe18t1GWL3bbtdMtt0lJLokJ8LjQ+xERYAZ67WCYrRynNLlHqM1Oh01lFCLiC+MgVv722XKSwYs1+yBS96G5Tt8DU1C6Ll57vbFJ0GtFP9ikfL1bALX9XD3H5gGC7b4Fo6UI2uzfZ8E+1pSd4/ooYRaRHx1dXcYN8JdUXHrQbh0Any/0d+4JHgrd9qJpyV+3qP8Y8V/t58KJ2XY7dxCGPuJyrCijXd0+vyOkJ7sXyxSmhJqEfHdeR3g5Qvd0ct9eXD1+/Dpj/7GJcF5Zq67PbQddMzwLxY5vvRkeHok1Cl+HW46AL+dpFZ60SInHz72dMu5VOUeUUUJtYhEhVNbwlujoGENu59bCL/+FJ77QROkYtHm/fDBCnff29lFolebevDkcHf/2w1w31d6DUaDiSvgYPEKs+3rQ+8m/sYjpSmhFpGo0bURvHsptK1n9x3goRnw5+kaJYs1z82D/OK/Wd9mkNnM33gkcEPawq2eCcNvLIaHZyip9lNhETztOeMz+mR1y4k2SqhFJKq0rgfvXwaZTd3LXloA106EPYf9i0sCt+cwvLnY3b8p079YpGpuOQUu8nRkeW4ePPmdf/HEu09+hJ+KJyPWSYUru/objxwrrAm1MWa4MWaFMWaVMebOMn7+e2PMUmPMQmPMVGNM63DGIyKxoX46vH4JjOzgXjZjPVww3k50k+j20nz31HSnDBjcxtdwpAoSDPzjHBjW3r3sye/g8W/saKlETpED4+a4+9f2gNqp/sUjZQtbQm2MSQTGAecCXYArjDFHl9DPAzIdx+kOvAP8LVzxiEhsSUuCf58Lt/RzL1u3Fy56q3TnCIkuO3PgmR/c/bGZOjUdq5IS4N/D4UzPUNd/58J1H9rl5CUypv4Ey4sHEmokw/U9Kz5e/BHOEep+wCrHcdY4jpMHjAcu9B7gOM5XjuOUNOWZDbQIYzwiEmMSDPx+APx3hP0gATvyecNH8O/vVdMZjcbNcUenO5wAF3b0Nx4JTmoSPH0enNXGvWz6Ojh/PCzZ7ldU8cNx4D/fu/tXdbNn8CT6hDOhbg5s8OxnF19Wnl8An4UxHhGJUSM6wHuXQos6dt8BnpgFv/kMDuT5Gpp4ZO+DVz3LjP/pVEjUTJ2Yl54Mz58Pv+nrXrZuL1w43n6x1YTh8JmxHuZvtdupiXBDb3/jkfKF862urJN8ZY4nGWOuBjKBv5fz8xuNMVnGmKzt2/WVWCQedW4IH10O/T3nsT75Ec57AxZt9S8ucf1zNuQV2u3eTW3vaakeEhPsF6SnPGeL8ovsF9tRb8N8raoYcvmFtstRiUu7QOOa/sUjFQtnQp0NtPTstwA2HX2QMeZs4B7gAsdxcsu6IsdxnnEcJ9NxnMyGDRuGJVgRiX4npMNrF5VecW/tXrj4bfWr9tuKHfDuMnf/ztNUO10dndcBPrkCenl6IM/fChe+BVe9B7Oy9ToMlZcXuJOwaybDb/tVfLz4K5wJ9RyggzGmrTEmBbgc+NB7gDGmF/A0NpneFsZYRKSaSE6EBwfBv4a5KyvmF9mRnOs/1FLJfnAcePBr9xTkoNZwSkUFfhLT2tW3/eLvOBWSPVnENxvg8nfh7Nds3W/2Pv9ijHXbDsI/PW0Kf3cKNKnlXzxyfMYJ41dJY8wI4EkgEXjBcZxHjDEPAlmO43xojJkCdAM2F//KesdxLqjoOjMzM52srKywxSwisWPtHrj5M1jk+TreuCb8azgM0BTniJm4An43yW4nGDuC2UUnE+PCql3wnzn2OVBURjrRpQEMbA0DW9qFmzShLjC3fQ7vLbfb7evDpKsgJdHfmOKVMWau4zjH7aYf1oQ6HJRQi4hXXiH8bSY862nVZrBLXf9+gD6Ewm1vLgx5BbYXnxm4vic8cKa/MUnkrdsD/5trl5vPyS//uAbpcGIGtKpjJxk3rw1102xJQ60UW9bVoIZtmxmvZmfD6Hfd/dcusl9KxB9KqEUkrny1Fn7/Bew65F7WpaEtDemY4VtY1d59X8ErC+1245owdYwWnYhnB/PgizXw/nL4dkPVO4DUSYE6aVCrONHOqGGfX41rQuNa7naLOlAzJbT3wYixQEsAABYfSURBVE87cmDEG7D1oN0/90T433n+xhTvlFCLSNzZesAm1d94GnamJsLv+sGNfTRaHWoLttjJaCWfIk+NsJPWRMC2tJydbVu/ZW225SGHC0J/O81rw4knwMkNbRegvs3cTiSxpLAIrn4fZmbb/Xpp8NmV0Ky2v3HFOyXUIhKXihy79PXj30JuoXt5hxPgscHQV5PlQiInH0a+Cat32/0zW8PLF6qzh5SvsAg27reJdfY+u71pv028D+bD/jx7hmlHTnC9rZMSoEdjO49iQAvo09T20o52f5vpLjFugJcuhEFt/IxIQAm1iMS5lTvhti9g8VH9g67oalu61UvzJ67q4o+TYcJSu10jGSZdCa3r+RuTVA9Fjl3afH9e8b9cm2RvPVj874D7//p9x0++UxPhjNYwvD2c3S46X/sfrbQTrEvcegrc1t+/eMSlhFpE4l5Bke3l+sSs0hOlGqTDfWfAhZ00oloV3q4eAP8YCj/r4l88Er/yC20v+pU7Yc4mmLUBlu8s//ikBLuM+iUnwZC2dml1v723DP4w2e2SckYrOzqtVUajgxJqEZFim/bD/dNg8prSl/dvDvefaWsvJTDr9sCIN90l3y/qBE8O0xcTiR47c2D2Rlu/PTPblpiUpW4qnN8RRnW2C9X48Rx+YxHc/aU7D6F9fXjnUtvtRKKDEmoRkaN8vtom1lsOuJcZbBnIbf2hkZb1rdDeXPjZBHf1ttZ14dMr3QV2RKLR2j0waTVMWgXzylkivW09uKwLjIrQ8t55hfDkbBjnSWc6N4DXLrZtAyV6KKEWESnDgTz4v1nw8sLStZdpSXBtD9u/WotPHCuvEK75wC4tDXaFvPcug+6N/Y1LpDLW7rElFu8uL3slx0RjS0HO7wiD24bny+Lq3XDLpNILUnVvBK9eHJ313fFOCbWISAV+3AUPfQ3T15W+vFYK/KIn/LI31FE/ZcAuLf77L9yV28CWeVx8kn8xiQSjyIGsTfDuMvjkRzv58WipiTCwle0FHYrJjLsPwQvz7SJUhzztA09vCf89T+830UoJtYhIAL5aa9tVLd1e+vK6qXa0+uc9qtfCEZXlOPDwDHhunnvZ7QPg5n7+xSQSSofy4bNVMH4JfLex7GOSEmwLvtNbQr/mdhn1QPraFxbZkehPfoTXFpWeHJ2cAH86DX7ZCxI0ByFqKaEWEQlQkWPrK/8x+9gJTHVTbSnItT3jb6JQQRHcOQUmLHMvu6Kr7eetSYhSHa3eDR+vtO8HS3eUf1xaku1t3+EEO5GwTqpNsJMSYMch29Jv3V6YsxH2lTH63THDnuXRhOjop4RaRKSSCotg4ko7WWjd3tI/S0uCn3WGa7pDpwb+xBdJhwtsX1xvZ5Rh7e1qiElq5yVxYO0em1hPWl3+ZMbK6pQBN/e1K4qqLV5sUEItIlJF+YXwzjJ4KgvW7z3256c0t4n1sPaQXA2XM9+8H8Z+AvO3updd1gUeG6JkWuLTpv3w9Trb6/q7jbChjAmN5WlSC05raWuxh7RVeUesUUItIhKkgiJbW/lU1rE11mDb7F3ZFUafDM1qRz6+cPhuI/z6E3vausTYPnZ1SZV5iFg7c2DVbvhxJ/y0x57RyS203XAy0qFxLWhSE7o1hnb19NqJZUqoRURCxHFsovnKQnsKuLCMt81TmsMFHWFEh9istc4rtN0H/m+2204w0dgVJa/r6W9sIiJ+UUItIhIGWw/AG4vtv20Hj/15UoJdOviCTjC0XWwsevLdRrjnS9tKsERGOowbYTsbiIjEKyXUIiJhlF9oV14cvwS+3WA7hRwtJdEubz64re1j27JO5OOsyKKttpzl01WlL+/RGP53XvUpYxERqSol1CIiEbL9IHyyCiaugB82l39cxww4uy2c0Rp6NbGdQyKtoMhOrnphPsxYX/pnNZLh9/1tiYcmH4qIKKEWEfHF+r3w4Qq7kENFfWyTE+yy3f2aQd/mkNnM9rwOh8IiO6nys9XwzlLYWkapyrknwv1naFRaRMRLCbWIiM827oMv18LUn2DmBtsFoDwGOPEEOKkBnJRht1vWhRZ1KpdoOw5sOWAT6KU7bP/c8haXSDAwsgPclAldtMCEiMgxlFCLiESRnHxba/3lT3YS4Ordgf9uepJdia12avH/KTbJTk6015uTD/ty7STJ7Tm2Y0dFGqTDqC5wVVdoXS+4+yUiUp0FmlD7UMEnIhJ/aiTbrh9D29n9nTl2kYjvN9kR5CXby27HB3CowP4rq1QjUI1rQv8WdkT6rDbVc0EaERG/KKEWEfFBRg0YfqL9B3AwD1buguU7YNkOWLcHsvdD9j67aERl1EmxpSNdGtp//ZpBGy0uISISNkqoRUSiQM0U2/mjV5PSlzsOHMyH/bm2rGNfrq2H3pdrW/fVTLGj37VSoFENaFjT7ouISOQooRYRiWLG2GS5Vgo0VQcOEZGopE6jIiIiIiJBUEItIiIiIhIEJdQiIiIiIkFQQi0iIiIiEgQl1CIiIiIiQVBCLSIiIiISBCXUIiIiIiJBUEItIiIiIhIEJdQiIiIiIkFQQi0iIiIiEgQl1HFi1qxZPPbYY8yaNcvvUCTG6bkkIiJSWpLfAUhozZo1i2nTpjFo0CAGDBhw5LIhQ4aQl5dHSkoKU6dOPfIziX5l/U39ui09l6omkn/DSKvO96088XifA+Hn4xLIbYcrPj0fBJRQVyvlJTvTpk0jLy+PwsJC8vLymDZtml70MSLYBLYyb/SB3FY4n0vR9qEUqngqelz9TAJCIR6/YMXjfQ6EH49LyWsjIyODW2+9tcLbDjS+yr4mgWr3fDj6/kXr+0+0UUJdBZX9gAvHB2JZ11lesjNo0CBSUlKOvOBLXiShFs0f/BD98ZUlmAS2sh9wgdxWuJ5LR8f65JNPsnPnzpAks1X5m1c1OajM6zKQ+xzKJKAy9z3Q6zr6vr3yyitl/m4svvbKU5XXZHW6//+/vfsPtaSs4zj+/u65u+tC9ms3SNRVI6NMKnMTlwITK9Q/XAILI01DVi5lYYXUpSxRuNcfRVFqrpk/CkrNIpaoJKwoWrWuSJKCsipukmBa+U+k3Xu//XHmbnPPnpl5Zp458+Ps5wUX7tkze+Y73/M8z3znmefck6XqWFVHHzUzVlZWWFlZydx3XltdfT6vMM8q3s8///zaJhm60E7SeR0MBpgZS0tLweNgF46hNe4+sR/gdOAxYC/whTHPbwTuTJ5/ADi66DVPPPFEb9OePXt806ZNPhgMfNOmTb5nz541z83Pzx/wb+ntd+3adcA24/aRt01WDGVjq1Pevrug6/FliYl7fn7eB4OBAz4YDHx+fr6WfU2iLaVjXbduna9fvz76vYrpD0W5C+nrRf0y5JhD3sM623bZNrBr167922/YsME3btxYalyqy6THt9F9lTmeOsblpo+vzL7GtYUy57qyY87q77Ozs6XGjPS+0m01/fvMzIyvW7fugP6W/r+j28zOztYybrY5/qalxxwzczOr/RzSN8Cih9S8IRtV+QEGwBPAG4ANwJ+B40a2+QRwY/L7OcCdRa/bdkGddYLLKpxjOn3WNnkn2Ul1trIFyOzs7AEDYJudKy++rquav5iTVdmTaWxBkHfCyhrEqxbFIXkpKoKKCuSQfhlyzLHjQVkh/TircEqPdek4Jt332jiJl+knMe2wzHZ1qGvCaLSNVL1wHd1HViGcV8AXFePpojHkwnbcNnUUy01fPGfJynfI/uoci7oktKCe5JKPk4C97v4kgJndAewAHk1tswO4PPn9buA6M7PkADop65Z3+nbSSy+9xMUXX8zKygqDwYCZmWGazYzl5eVSt6VCbrtv3ryZhYWF/bdY6r7NErIGdPPmzftjGgwG3HrrrSwtLVW6ZTQJ6Zyl4+vDmreq7+n27du59957c2+/jXtv5+bm9j9X5v9mLdMI2S4d6+gt1XHLSkKWQoT01aw+Npo7YH8fC11aldUv03ktOuaQ9zBvv6vHG3r7NaufpPvx6O31F154gbm5Oe677z5uv/32A+LIGhvquoUcsyyqqjJ9MqYdltmurHHrZPft2zd2WUTWUojR2FbbwsLCQlDMIUvI0vtYWVkBWJ2QY+fOnWzdujVzidG4uEfb6ug5Kj0+AQe04bwxLEvocpO88WPc60yirY8b+0LHkKaWl3ZWSNVd5Qc4G7g59fg84LqRbf4CHJF6/ASwZcxrXQQsAotbt26dxAVIKWVnm1ZnZEKu2mNuuZa5Yp3EDMu4maqyt4yqCjmecbMTTVxFd2GGPkvZ9zZ9DKHLNKos56g6+xzyOmVnecblIis3Rf0ydAawTHvO2m/e7FLe61edxUv/37Kz2KG5jxkz8/I3aTHtsM5ZyaJ2ErMUouoyn6x2X7ZNj8tX3t2uov4WMgYWHc+41wqZZa8yfnRFl893VdGBJR8fGlNQf2tkm0fGFNSb81637SUfeUKK3LInyiJVbrHEFhTjboNlDbJlbxlVUdfxTELXB8CQ9zargCpz4iq7nKNq3GX+f9Ht4VXj2nlRX8/qG3Xd1g1537IuZqsUcqG31/NyVmbfRa8z+l6VPYl3pV+Gxl2mvea9xrh+ONpOVieAQpcrVomtTNGZddEa0vZiPo9R97m16EI1dJxos2CdxmI5RBcK6u3APanHc8DcyDb3ANuT32eA5wHLe90uF9RpTTW8KieGKmsai2YOYmfbYlQZfJp6f5paUxZzPEUnt5BZnqI7JaHbNXXMZWLL62NlC8eQ/hrSZmIuZsu0yar9OKSwqPI6ZdfoZpmGtZ5lc5xVaIZ+mDR0hrZq3CEXg1Vev2rcdZxbiy6Ym859jK5chLahCwX1DPAkcAzs/1DiW0e2+SRrP5R4V9Hr9qWgblLM7EzZGeQ+dfQ2B4BJFJB5+yq7j5A2U/YYYmfb2lD2wmHchULZwrHo+EPez9D9Fl0sTbJfTPKCJ/ZOxzQUB7EXcyGzvpPoq03c2ay77VU5t4aOlUW578okxDRchFbVekE9jIEzgceTpRxfTP7tCuCs5PdDgB8x/LN5fwTeUPSa01RQt1lYrO677JrGrnaqohmZJmNt+qKj7HFOqgDvozpuD08iN2UueKrst4/vZ1238lf1MQdpITO9XVoukI6hC3c2J6XuuOs6j8VeRE7DRWhVnSioJ/EzLQV1Vxpn2Ti6EneItmJtupAve5xdvShqQxfvuMh4eq8O1OYdiBh9LZbbUNf7Wce4f7C+b6EFtQ237Y9t27b54uJi22FEW1hY4LLLLmN5eZnBYMCVV165/8+VNa0L3/w4KW3E2uZX8IYcp746ea0+teeDnd6rMMrTdKnj/dS4X52ZPeju2wq3U0HdDjXu6db1E1rX4xMRkXpp3K9GBXUPqHGLiIiIdFdoQT3Jb0qUApP4VkMRERERada6tgMQEREREekzFdQiIiIiIhFUUIuIiIiIRFBBLSIiIiISQQW1iIiIiEgEFdQiIiIiIhFUUIuIiIiIRFBBLSIiIiISQQW1iIiIiEiE3n31uJn9HXi6pd1vAZ5vad/TQjmMpxzGUw7jKYfxlMN4ymE9lMdsR7n764o26l1B3SYzWwz5PnfJphzGUw7jKYfxlMN4ymE85bAeymM8LfkQEREREYmgglpEREREJIIK6nJuajuAKaAcxlMO4ymH8ZTDeMphPOWwHspjJK2hFhERERGJoBlqEREREZEIKqhFRERERCKooB5hZqeb2WNmttfMvjDm+Y1mdmfy/ANmdnTzUXZbQA4/a2aPmtnDZnavmR3VRpxdV5TH1HZnm5mbmf7k0YiQHJrZh5P2+IiZ/aDpGLsuoD9vNbPfmNlDSZ8+s404u8zMbjGz58zsLxnPm5l9M8nxw2b2zqZj7LqAHH40yd3DZrbHzN7edIxdV5TD1HbvMrNlMzu7qdimgQrqFDMbANcDZwDHAR8xs+NGNrsQ+Ke7vxH4OnB1s1F2W2AOHwK2ufvbgLuBa5qNsvsC84iZHQp8Gnig2Qi7LySHZnYsMAe8293fClzSeKAdFtgOvwTc5e4nAOcANzQbZS/cBpye8/wZwLHJz0XAtxuIqW9uIz+HTwGnJOeVK9GH7Ma5jfwcrvb5q4F7mghomqigXuskYK+7P+nuLwN3ADtGttkB3J78fjdwmplZgzF2XWEO3f037v7v5OH9wBENx9gHIW0RhieOa4D/NBlcT4TkcCdwvbv/E8Ddn2s4xq4LyaEDr0x+fxXwtwbj6wV3/x3wj5xNdgDf86H7gVeb2WHNRNcPRTl09z2r/RidV8YKaIcAnwJ+DGgsLEkF9VqHA39NPX4m+bex27j7EvAisLmR6PohJIdpFwK/mGhE/VSYRzM7ATjS3X/WZGA9EtIW3wS8ycz+YGb3m1nu7M1BKCSHlwPnmtkzwM8ZnpClnLLjpuTTeaUCMzsc+CBwY9ux9NFM2wF0zLiZ5tG/KxiyzcEsOD9mdi6wDThlohH1U24ezWwdwyVHFzQVUA+FtMUZhrfZ38twRuv3Zna8u/9rwrH1RUgOPwLc5u5fM7PtwPeTHK5MPrypofNKTczsVIYF9XvajqWHvgF83t2XdeO9PBXUaz0DHJl6fAQH3r5c3eYZM5theIuz6BbKwSQkh5jZ+4AvMlzz9lJDsfVJUR4PBY4HfpsMfK8HdpvZWe6+2FiU3Rban+939/8CT5nZYwwL7D81E2LnheTwQpJ1me5+n5kdAmxBt4zLCBo3JZ+ZvQ24GTjD3V9oO54e2gbckZxTtgBnmtmSu/+03bD6QUs+1voTcKyZHWNmGxh+wGb3yDa7gfOT388Gfu36dpy0whwmSxV2AWdpzWqm3Dy6+4vuvsXdj3b3oxmuGVQxvVZIf/4pcCqAmW1huATkyUaj7LaQHO4DTgMws7cAhwB/bzTK/tsNfCz5ax8nAy+6+7NtB9UnZrYV+Alwnrs/3nY8feTux6TOKXcDn1AxHU4z1CnuvmRmFzP8dOsAuMXdHzGzK4BFd98NfJfhLc29DGemz2kv4u4JzOG1wCuAHyVXwvvc/azWgu6gwDxKjsAc3gN8wMweBZaBSzWz9X+BOfwc8B0z+wzDZQoXaJJhLTP7IcNlRVuSteZfAdYDuPuNDNeenwnsBf4NfLydSLsrIIdfZvh5phuS88qSu+tPiaYE5FAi6KvHRUREREQiaMmHiIiIiEgEFdQiIiIiIhFUUIuIiIiIRFBBLSIiIiISQQW1iIiIiEgEFdQiIlPKzI40s6fM7LXJ49ckj49qOzYRkWmiglpEZEq5+1+BbwNXJf90FXCTuz/dXlQiItNHf4daRGSKmdl64EHgFmAncIK7v9xuVCIi00XflCgiMsXc/b9mdinwS+ADKqZFROqnJR8iItPvDOBZ4Pi2AxERmUYqqEVEppiZvQN4P3Ay8BkzO6zlkEREpo4KahGRKWVmxvBDiZe4+z7gWuCr7UYlIjJ9VFCLiEyvncA+d/9V8vgG4M1mdkqLMYmITB39lQ8RERERkQiaoRYRERERiaCCWkREREQkggpqEREREZEIKqhFRERERCKooBYRERERiaCCWkREREQkggpqEREREZEI/wMpbozMQYwInwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(x, invlogit(f_true), 'dodgerblue', lw=3, label=\"True rate\");\n",
    "ax.plot(x, y + np.random.randn(n)*0.01, 'ko', ms=3, label=\"Observed data\");\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"y\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:57:46.095641Z",
     "start_time": "2017-08-28T05:49:52.455076Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "Sequential sampling (1 chains in 1 job)\n",
      "NUTS: [f_rotated_, η, ℓ]\n",
      "  0%|          | 0/1500 [00:00<?, ?it/s]/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  result[diagonal_slice] = x\n",
      "100%|██████████| 1500/1500 [03:11<00:00, 10.32it/s]\n",
      "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "Only one chain was sampled, this makes it impossible to run some convergence checks\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    # covariance function\n",
    "    ℓ = pm.Gamma(\"ℓ\", alpha=2, beta=2)\n",
    "    # informative, positive normal prior on the period \n",
    "    η = pm.HalfNormal(\"η\", sigma=5)\n",
    "    cov = η**2 * pm.gp.cov.ExpQuad(1, ℓ)\n",
    "    \n",
    "    gp = pm.gp.Latent(cov_func=cov)\n",
    "    \n",
    "    # make gp prior\n",
    "    f = gp.prior(\"f\", X=x[:,None])\n",
    "    \n",
    "    # logit link and Bernoulli likelihood\n",
    "    p = pm.Deterministic(\"p\", pm.math.invlogit(f))\n",
    "    y_ = pm.Bernoulli(\"y\", p=p, observed=y)\n",
    "    \n",
    "    trace = pm.sample(1000, chains=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:57:54.079723Z",
     "start_time": "2017-08-28T05:57:46.127940Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace, var_names=['ℓ', 'η'], lines=[(\"ℓ\", {}, ℓ_true), (\"η\", {}, η_true)]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:58:12.840482Z",
     "start_time": "2017-08-28T05:57:54.082911Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:18<00:00, 53.60it/s]\n"
     ]
    }
   ],
   "source": [
    "n_pred = 200\n",
    "X_new = np.linspace(0, 2.0, n_pred)[:,None]\n",
    "\n",
    "with model:\n",
    "    f_pred = gp.conditional(\"f_pred\", X_new)\n",
    "\n",
    "with model:\n",
    "    pred_samples = pm.sample_posterior_predictive(trace, vars=[f_pred], samples=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:58:14.395655Z",
     "start_time": "2017-08-28T05:58:12.866843Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the results\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "\n",
    "# plot the samples from the gp posterior with samples and shading\n",
    "plot_gp_dist(ax, invlogit(trace[\"f\"]), x);\n",
    "\n",
    "# plot the data (with some jitter) and the true latent function\n",
    "plt.plot(x, invlogit(f_true), \"dodgerblue\", lw=3, label=\"True f\");\n",
    "plt.plot(x, y + np.random.randn(y.shape[0])*0.01, 'ok', ms=3, alpha=0.5, label=\"Observed data\");\n",
    "\n",
    "# axis labels and title\n",
    "plt.xlabel(\"X\"); plt.ylabel(\"True f(x)\"); \n",
    "plt.title(\"Posterior distribution over $f(x)$ at the observed values\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
